TY - GEN
T1 - Mobile data collection and analysis with local differential privacy
AU - Li, Ninghui
AU - Ye, Qingqing
PY - 2019/6
Y1 - 2019/6
N2 - Local Differential Privacy (LDP), where each user perturbs her data locally before sending to an untrusted party, is a new and promising privacy-preserving model for mobile data collection and analysis. LDP has been deployed in many real products recently by several major software and Internet companies, including Google, Apple and Microsoft. This seminar talk first introduces the rationale of LDP model behind these deployed systems to collect and analyze usage data privately, then surveys the current research landscape in LDP, and finally identifies several open problems and research directions in this community.
AB - Local Differential Privacy (LDP), where each user perturbs her data locally before sending to an untrusted party, is a new and promising privacy-preserving model for mobile data collection and analysis. LDP has been deployed in many real products recently by several major software and Internet companies, including Google, Apple and Microsoft. This seminar talk first introduces the rationale of LDP model behind these deployed systems to collect and analyze usage data privately, then surveys the current research landscape in LDP, and finally identifies several open problems and research directions in this community.
KW - Data analysis
KW - Local differential privacy
KW - Mobile data collection
KW - Privacy
UR - http://www.scopus.com/inward/record.url?scp=85070987190&partnerID=8YFLogxK
U2 - 10.1109/MDM.2019.00-80
DO - 10.1109/MDM.2019.00-80
M3 - Conference article published in proceeding or book
AN - SCOPUS:85070987190
T3 - Proceedings - IEEE International Conference on Mobile Data Management
SP - 4
EP - 7
BT - Proceedings - 2019 20th International Conference on Mobile Data Management, MDM 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 20th International Conference on Mobile Data Management, MDM 2019
Y2 - 10 June 2019 through 13 June 2019
ER -